Daytum exists to train coding experts in oil and gas. Getty Images

Nearly 2,000 miles separate the energy industry of Houston and Silicon Valley where startups have cropped up to help manage the thousands of data points collected on oil rigs each day. The different geographies have developed their own dialects: data scientists on the West Coast talk about how operations should be, according to their models, while the lingo of Third Coast engineers and technicians centers on oil-specific operations.

Last year, while working in natural resource investing from Houston, Kunal Rayakar realized he had heard from a number of students who could, uniquely, speak both. The reason: They knew coding languages, which meant they could analyze their own data and bridge that gap between the coasts. When Rayakar followed the trail of students to the University of Texas at Austin, he found two engineering professors, John Foster and Michael Pyrcz, who were teaching their students data skills as part of the curriculum. They started talking, and eventually Foster and Rayakar founded daytum — and soon after, Pyrcz joined, too.

"The intention is to give people more awareness of the data that comes through, so they can make faster decisions," Rayakar says.

An education program for workers in the energy industry, daytum hosts workshops and an online learning network for technicians and engineers to better understand the data they're working with. This, Rayakar says, helps them exercise more control over the work — especially for those whose preliminary training in the field was before data became indispensable to the job. The professors and Kunal host two– or five-day workshops, and just a few weeks ago, they held both introductory and intermediate courses at the University of Houston.

The professors teach Python, a common programming language. Although there's a learning curve to studying Python, it's not as confusing as some of the tools, like MATLAB, that engineers studied in their undergraduate educations. But students don't actually have to become Python experts at all — instead, they use Jupyter, an online digital notebook that can import Python packages, which are large and ready-made coding sequences.

Often, these are free and available to download on sites like Github. Daytum professors teach packages that are useful for analyzing and visualizing the data they work with in the field, and students leave having a usable workstation on their computers, ready to be installed and implemented in their work.

"People really enjoyed the courses," Rayakar says. "We were really happy."

But right now, daytum's main goal is to continue to grow its workshops — including introducing Austin bootcamps, to engage people in learning, and to empower oil industry technicians to navigate the industry's digital transition more smoothly.

"By building longer-term solutions and cultures, we can build better educations," Rayakar says.

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Houston researcher examines how AI helps and hurts creativity

eye on ai

As artificial intelligence continues to grow and seeps into spaces like art, design and writing, a Houston researcher is examining its effects on creativity.

University of Houston’s Bauer College Assistant Professor Jinghui Hou, in collaboration with scholars around the world, recently published the paper "The Double-Edged Roles of Generative AI in the Creative Process" in the journal Information Systems Research.

Through the research, the team identified two stages of creativity that AI can influence: ideation and implementation.

In one study, Hou and her team developed a lab experiment to examine the impact of a cutting-edge generative AI tool during the brainstorming or ideation phase on a group of designers with varying levels of expertise.

The study showed that nearly all designers who used generative AI during this stage improved in the creativity of their graphic design work, and that the improvements were substantial and consistent across the board.

“In the first stage, we find that for anyone, including ordinary people and expert designers, AI is very helpful because of its computational power,” Hou said in a news release. “It can go beyond the imagination that humans have. For example, if I wanted to imagine a tiger with wings, it would be hard to see that in my head, but AI can do it easily.”

However, a second study examining the implementation stage found that AI affects professionals differently than novice designers.

The study showed that novice designers continued to improve in all aspects of their work when using AI. But more expert designers did not see significant improvements in the implementation stage. Rather, expert designers who used AI spent 57 percent more time completing their work compared with their peers who did not use AI.

“In the implementation stage, we find that AI is still very helpful for those ordinary people, but it creates more work for expert designers,” Hou said in the release. “This is because the designer has years of training to materialize a piece of artwork. We find that AI uses different techniques to produce creative work. For designers, it can become burdensome to revise what AI made.”

Hou’s paper suggests that AI is most helpful in the brainstorming stage, but hopes to see generative AI developers program tailor the technology for expert-level, professional needs.

“It could give users more freedom to fit the technology to their usage pattern and workflow,” Hou added. “In a sense, it's not about people catering to the AI, but the AI technology catering to people."

World Cup's 14-mile Green Corridor to leave lasting impact on Houston

Big Win

The FIFA World Cup 2026 Houston Host Committee has announced new details about its massive Green Corridor project, including the many improvements that will outlast the iconic sporting event taking place in Houston this summer.

The Green Corridor will be a 14-mile long verdant artery connecting multiple major landmarks in Houston through safe, walkable paths that include shade trees and other improvements. First conceived in 2024 by the Sustainability Subcommittee led by Elizabeth Carlson, it will unite East Downtown, Downtown, Midtown, the Museum District, and Third Ward through a hike and bike trail as well as METRO Rail stops. Though the Green Corridor is beginning its life as a showcase for the city to visitors attending the FIFA World Cup June 14 -July 4, it will remain a permanent installation for Houstonians to travel the city without cars.

Management of the project is being handled by Impact Houston 26, a portion of the Host Committee empowered by the Harris County-Houston Sports Authority’s Sports Authority Foundation to promote long-term benefits to the city after the World Cup. Funding partners include private corporations as well as civic organizations such as the City of Sugar Land and Rice University.

“The Green Corridor reflects what Impact Houston 26 is all about, using the FIFA World Cup as a catalyst to deliver lasting environmental benefits for our city,” Carlson said in a statement. “Through Impact Houston’s pillar on sustainability, we’re able to collaborate with local stakeholders to create not just demonstrations of resilience and innovation but education and engagement in the community, a meaningful legacy long after 2026.”

The corridor will provide access to both Houston Stadium (also known as NRG Stadium) and the FIFA Fan Festival, as well as improve existing paths like the Columbia Tap Trail in Third Ward. These improvements include the installation of shade structures, native plantings, expanding the tree canopy, air quality monitoring devices, and water and bike repair stations.

Impact Houston 26 is also working with local institutions like the Houston Zoo, Greentown Labs, and Discovery Green to install various educational materials along the Green Corridor.

The Green Corridor initiative.Courtesy rendering

Below is a breakdown of other improvements planned or completed as part of the Green Corridor.

  • Downtown Houston Main Street Promenade: Four permanent shade structures, native plants, and expanding the tree canopy by 154% to be implemented by May 2026. Further shade structures and plantings planned for Texas Avenue.
  • East Downtown Management District: Native tree plantings and landscaping in and around the FIFA Fan Festival site to improve first/last mile connectivity around the Green Corridor.
  • Columbia Tap Trail: Installation of 325 solar lights.
  • Stadium Park/Astrodome and TMC/Dryden plus Fannin South Transit Center: Various landscaping and safety enhancements.
  • Midtown Houston: $1.5 million in landscaping and beautification along the Red Line, including over 80 trees, native plantings, water stations, waste receptacles, crosswalk improvements, and public art installations.

The Green Corridor is only one of the World Cup Host Committee's sustainability initiatives. In January, it announced the "New Year, New Hou" program that provides hospitality businesses such as restaurants and hotels with one of three certifications.

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This article originally appeared on CultureMap.com.

Houston humanoid robotics startup Persona AI hires new strategy leader

new hire

Houston-based Persona AI, a two-year-old startup that develops robots for heavy industry, has hired an automation and robotics professional as its head of commercial strategy.

In his new position, Michael Perry will focus on building Persona AI’s business development operations, coordinating with strategic partners and helping early adopters of the company’s humanoids. Target customers include offshore platforms, shipyards, steel mills and construction sites.

Perry previously served as vice president of business development at Boston Dynamics, where he led market identification for robotics, and as an executive at DJI. He holds a bachelor’s degree in Chinese and government studies from the University of Texas at Austin.

“Now is the perfect time to join Persona AI as we rapidly close the gap between what’s possible in the lab versus what’s driving real commercial value,” Perry says. “Building industry-hardened humanoid hardware and production-deployable AI is only one piece of the puzzle.”

“Getting humanoids into operations for heavy industry will require the systematic commercial and operational work that makes enterprises humanoid-ready and defining the business case, solving the integration challenges, and building the playbook for safe, scalable adoption,” he adds. “That’s what I’m here to build.”